Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 95 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 16.5 KiB |
| Average record size in memory | 177.3 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 10 |
city has constant value "Lahore" | Constant |
province_name has constant value "Punjab" | Constant |
purpose has constant value "For Sale" | Constant |
page_url has a high cardinality: 95 distinct values | High cardinality |
property_id is highly overall correlated with location_id and 7 other fields | High correlation |
location_id is highly overall correlated with property_id and 11 other fields | High correlation |
price is highly overall correlated with page_url and 8 other fields | High correlation |
latitude is highly overall correlated with location_id and 8 other fields | High correlation |
longitude is highly overall correlated with property_id and 13 other fields | High correlation |
baths is highly overall correlated with location_id and 12 other fields | High correlation |
area_marla is highly overall correlated with page_url and 8 other fields | High correlation |
area_sqft is highly overall correlated with page_url and 8 other fields | High correlation |
bedrooms is highly overall correlated with page_url and 10 other fields | High correlation |
year is highly overall correlated with month | High correlation |
month is highly overall correlated with location_id and 8 other fields | High correlation |
day is highly overall correlated with property_id and 10 other fields | High correlation |
page_url is highly overall correlated with property_id and 16 other fields | High correlation |
property_type is highly overall correlated with page_url and 4 other fields | High correlation |
price_bin is highly overall correlated with location_id and 8 other fields | High correlation |
location is highly overall correlated with property_id and 16 other fields | High correlation |
locality is highly overall correlated with property_id and 16 other fields | High correlation |
area is highly overall correlated with property_id and 16 other fields | High correlation |
date_added is highly overall correlated with property_id and 15 other fields | High correlation |
page_url is uniformly distributed | Uniform |
property_id has unique values | Unique |
page_url has unique values | Unique |
baths has 16 (16.8%) zeros | Zeros |
bedrooms has 12 (12.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-04 22:47:28.770237 |
|---|---|
| Analysis finished | 2022-12-04 22:47:47.852909 |
| Duration | 19.08 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 95 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3371864.1 |
| Minimum | 347795 |
|---|---|
| Maximum | 5019310 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 347795 |
|---|---|
| 5-th percentile | 983065.7 |
| Q1 | 2471475 |
| median | 3931998 |
| Q3 | 4323660 |
| 95-th percentile | 4698194.6 |
| Maximum | 5019310 |
| Range | 4671515 |
| Interquartile range (IQR) | 1852185 |
Descriptive statistics
| Standard deviation | 1176444.8 |
|---|---|
| Coefficient of variation (CV) | 0.34890042 |
| Kurtosis | -0.26253121 |
| Mean | 3371864.1 |
| Median Absolute Deviation (MAD) | 625801 |
| Skewness | -0.8067837 |
| Sum | 3.2032709 × 108 |
| Variance | 1.3840224 × 1012 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 347795 | 1 | 1.1% |
| 4017113 | 1 | 1.1% |
| 4304977 | 1 | 1.1% |
| 4249571 | 1 | 1.1% |
| 4170552 | 1 | 1.1% |
| 4159826 | 1 | 1.1% |
| 4153988 | 1 | 1.1% |
| 4111694 | 1 | 1.1% |
| 4107715 | 1 | 1.1% |
| 4100382 | 1 | 1.1% |
| Other values (85) | 85 |
| Value | Count | Frequency (%) |
| 347795 | 1 | |
| 482892 | 1 | |
| 555962 | 1 | |
| 785289 | 1 | |
| 983065 | 1 | |
| 983066 | 1 | |
| 1286643 | 1 | |
| 1402784 | 1 | |
| 1606710 | 1 | |
| 1646880 | 1 |
| Value | Count | Frequency (%) |
| 5019310 | 1 | |
| 4951451 | 1 | |
| 4940629 | 1 | |
| 4907568 | 1 | |
| 4747413 | 1 | |
| 4677101 | 1 | |
| 4570988 | 1 | |
| 4560911 | 1 | |
| 4557799 | 1 | |
| 4536854 | 1 |
location_id
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | 57.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5125.2947 |
| Minimum | 7 |
|---|---|
| Maximum | 10542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 73.2 |
| Q1 | 1604 |
| median | 3847 |
| Q3 | 9433 |
| 95-th percentile | 9436 |
| Maximum | 10542 |
| Range | 10535 |
| Interquartile range (IQR) | 7829 |
Descriptive statistics
| Standard deviation | 3727.3855 |
|---|---|
| Coefficient of variation (CV) | 0.72725291 |
| Kurtosis | -1.6461484 |
| Mean | 5125.2947 |
| Median Absolute Deviation (MAD) | 3474 |
| Skewness | 0.099539953 |
| Sum | 486903 |
| Variance | 13893403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9435 | 9 | 9.5% |
| 9434 | 6 | 6.3% |
| 9433 | 6 | 6.3% |
| 8172 | 5 | 5.3% |
| 9436 | 4 | 4.2% |
| 1784 | 3 | 3.2% |
| 10542 | 3 | 3.2% |
| 514 | 3 | 3.2% |
| 9432 | 3 | 3.2% |
| 3824 | 2 | 2.1% |
| Other values (45) | 51 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 8 | 2 | |
| 48 | 1 | |
| 69 | 1 | |
| 75 | 1 | |
| 154 | 2 | |
| 373 | 1 | |
| 377 | 1 | |
| 378 | 1 | |
| 496 | 1 |
| Value | Count | Frequency (%) |
| 10542 | 3 | 3.2% |
| 9747 | 1 | 1.1% |
| 9436 | 4 | |
| 9435 | 9 | |
| 9434 | 6 | |
| 9433 | 6 | |
| 9432 | 3 | 3.2% |
| 8444 | 1 | 1.1% |
| 8425 | 1 | 1.1% |
| 8172 | 5 |
| Distinct | 95 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| https://www.zameen.com/Property/lahore_model_town_6_kanal_excellent_house_for_sale_in_model_town-347795-8-1.html | 1 |
|---|---|
| https://www.zameen.com/Property/dha_defence_defence_raya_1_kanal_house_for_sale_at_facing_golf_park_dha_raya-4017113-8172-1.html | 1 |
| https://www.zameen.com/Property/dha_defence_dha_phase_4_house_for_sale_in_dha_phase_4-4304977-1446-1.html | 1 |
| https://www.zameen.com/Property/gulberg_gulberg_4_exclusive_location_house_for_sale-4249571-3847-1.html | 1 |
| https://www.zameen.com/Property/allama_iqbal_town_allama_iqbal_town_pak_block_2_marla_double_storey_house_for_sale-4170552-3527-1.html | 1 |
| Other values (90) |
Length
| Max length | 165 |
|---|---|
| Median length | 135 |
| Mean length | 124.85263 |
| Min length | 88 |
Characters and Unicode
| Total characters | 11861 |
|---|---|
| Distinct characters | 42 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 95 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | https://www.zameen.com/Property/lahore_model_town_6_kanal_excellent_house_for_sale_in_model_town-347795-8-1.html |
|---|---|
| 2nd row | https://www.zameen.com/Property/lahore_multan_road_1_kanal_house_for_sale-482892-48-1.html |
| 3rd row | https://www.zameen.com/Property/eden_eden_avenue_9_marla_house_for_sale-555962-75-1.html |
| 4th row | https://www.zameen.com/Property/gulberg_paf_falcon_complex_matz_service_offer_1_kanal_house_for_sale-785289-3102-1.html |
| 5th row | https://www.zameen.com/Property/eme_society_eme_society_block_e_house_for_sale-983065-3749-1.html |
Common Values
| Value | Count | Frequency (%) |
| https://www.zameen.com/Property/lahore_model_town_6_kanal_excellent_house_for_sale_in_model_town-347795-8-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/dha_defence_defence_raya_1_kanal_house_for_sale_at_facing_golf_park_dha_raya-4017113-8172-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/dha_defence_dha_phase_4_house_for_sale_in_dha_phase_4-4304977-1446-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/gulberg_gulberg_4_exclusive_location_house_for_sale-4249571-3847-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/allama_iqbal_town_allama_iqbal_town_pak_block_2_marla_double_storey_house_for_sale-4170552-3527-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/allama_iqbal_town_allama_iqbal_town_pak_block_2_marla_house_is_available_for_sale-4159826-3527-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/bahria_town_sector_c_bahria_town_tulip_block_10_marla_brand_new_house_in_sector_c_bahria_town_lahore-4153988-1789-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/dha_phase_5_dha_phase_5_block_a_1_kanal_beautiful_bungalow_house_for_sale-4111694-1598-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/dha_defence_dha_phase_6_1_kanal_brand_new_beautiful_bungalow_for_sale-4107715-1448-1.html | 1 | 1.1% |
| https://www.zameen.com/Property/askari_10_askari_10_sector_f_17_marla_corner_brand_new_brig_house_available_for_sale-4100382-10542-1.html | 1 | 1.1% |
| Other values (85) | 85 |
Length
| Value | Count | Frequency (%) |
| https://www.zameen.com/property/lahore_model_town_6_kanal_excellent_house_for_sale_in_model_town-347795-8-1.html | 1 | 1.1% |
| https://www.zameen.com/property/askari_10_askari_10_sector_b_one_kanal_house_khalid_designed_main_boulevard_fully_renovated_available_for_sale-2471472-9433-1.html | 1 | 1.1% |
| https://www.zameen.com/property/eden_eden_avenue_9_marla_house_for_sale-555962-75-1.html | 1 | 1.1% |
| https://www.zameen.com/property/gulberg_paf_falcon_complex_matz_service_offer_1_kanal_house_for_sale-785289-3102-1.html | 1 | 1.1% |
| https://www.zameen.com/property/eme_society_eme_society_block_e_house_for_sale-983065-3749-1.html | 1 | 1.1% |
| https://www.zameen.com/property/eme_society_eme_society_block_a_house_for_sale-983066-3745-1.html | 1 | 1.1% |
| https://www.zameen.com/property/eden_eden_palace_villas_7_5_marla_luxury_house_is_available_for_sale-1286643-3733-1.html | 1 | 1.1% |
| https://www.zameen.com/property/lahore_upper_mall_commercial_old_house_for_sale_upper_mall_lahore_excellent_location-1402784-514-1.html | 1 | 1.1% |
| https://www.zameen.com/property/lahore_cavalry_ground_10_marla_house_is_available_for_sale-1606710-69-1.html | 1 | 1.1% |
| https://www.zameen.com/property/bahria_town_sector_b_bahria_town_umar_block_double_storey_house_for_sale-1646880-1781-1.html | 1 | 1.1% |
| Other values (85) | 85 |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 1181 | 10.0% |
| a | 917 | 7.7% |
| e | 904 | 7.6% |
| r | 671 | 5.7% |
| o | 605 | 5.1% |
| t | 557 | 4.7% |
| l | 531 | 4.5% |
| s | 475 | 4.0% |
| m | 419 | 3.5% |
| / | 380 | 3.2% |
| Other values (32) | 5221 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8173 | |
| Decimal Number | 1367 | 11.5% |
| Connector Punctuation | 1181 | 10.0% |
| Other Punctuation | 760 | 6.4% |
| Dash Punctuation | 285 | 2.4% |
| Uppercase Letter | 95 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 917 | 11.2% |
| e | 904 | 11.1% |
| r | 671 | 8.2% |
| o | 605 | 7.4% |
| t | 557 | 6.8% |
| l | 531 | 6.5% |
| s | 475 | 5.8% |
| m | 419 | 5.1% |
| h | 376 | 4.6% |
| n | 349 | 4.3% |
| Other values (16) | 2369 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 320 | |
| 4 | 178 | |
| 3 | 150 | |
| 0 | 145 | |
| 9 | 118 | 8.6% |
| 5 | 105 | 7.7% |
| 2 | 104 | 7.6% |
| 7 | 101 | 7.4% |
| 8 | 86 | 6.3% |
| 6 | 60 | 4.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 380 | |
| . | 285 | |
| : | 95 | 12.5% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1181 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 285 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 95 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8268 | |
| Common | 3593 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 917 | 11.1% |
| e | 904 | 10.9% |
| r | 671 | 8.1% |
| o | 605 | 7.3% |
| t | 557 | 6.7% |
| l | 531 | 6.4% |
| s | 475 | 5.7% |
| m | 419 | 5.1% |
| h | 376 | 4.5% |
| n | 349 | 4.2% |
| Other values (17) | 2464 |
Common
| Value | Count | Frequency (%) |
| _ | 1181 | |
| / | 380 | 10.6% |
| 1 | 320 | 8.9% |
| . | 285 | 7.9% |
| - | 285 | 7.9% |
| 4 | 178 | 5.0% |
| 3 | 150 | 4.2% |
| 0 | 145 | 4.0% |
| 9 | 118 | 3.3% |
| 5 | 105 | 2.9% |
| Other values (5) | 446 | 12.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11861 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 1181 | 10.0% |
| a | 917 | 7.7% |
| e | 904 | 7.6% |
| r | 671 | 5.7% |
| o | 605 | 5.1% |
| t | 557 | 4.7% |
| l | 531 | 4.5% |
| s | 475 | 4.0% |
| m | 419 | 3.5% |
| / | 380 | 3.2% |
| Other values (32) | 5221 |
property_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| House | |
|---|---|
| Flat | 2 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9789474 |
| Min length | 4 |
Characters and Unicode
| Total characters | 473 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | House |
|---|---|
| 2nd row | House |
| 3rd row | House |
| 4th row | House |
| 5th row | House |
Common Values
| Value | Count | Frequency (%) |
| House | 93 | |
| Flat | 2 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| house | 93 | |
| flat | 2 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| H | 93 | |
| o | 93 | |
| u | 93 | |
| s | 93 | |
| e | 93 | |
| F | 2 | 0.4% |
| l | 2 | 0.4% |
| a | 2 | 0.4% |
| t | 2 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 378 | |
| Uppercase Letter | 95 | 20.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 93 | |
| u | 93 | |
| s | 93 | |
| e | 93 | |
| l | 2 | 0.5% |
| a | 2 | 0.5% |
| t | 2 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 93 | |
| F | 2 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 473 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| H | 93 | |
| o | 93 | |
| u | 93 | |
| s | 93 | |
| e | 93 | |
| F | 2 | 0.4% |
| l | 2 | 0.4% |
| a | 2 | 0.4% |
| t | 2 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 473 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| H | 93 | |
| o | 93 | |
| u | 93 | |
| s | 93 | |
| e | 93 | |
| F | 2 | 0.4% |
| l | 2 | 0.4% |
| a | 2 | 0.4% |
| t | 2 | 0.4% |
price
Real number (ℝ)
| Distinct | 64 |
|---|---|
| Distinct (%) | 67.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78244211 |
| Minimum | 3200000 |
|---|---|
| Maximum | 1.25 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 3200000 |
|---|---|
| 5-th percentile | 7190000 |
| Q1 | 20750000 |
| median | 23500000 |
| Q3 | 49750000 |
| 95-th percentile | 3.66 × 108 |
| Maximum | 1.25 × 109 |
| Range | 1.2468 × 109 |
| Interquartile range (IQR) | 29000000 |
Descriptive statistics
| Standard deviation | 1.9351258 × 108 |
|---|---|
| Coefficient of variation (CV) | 2.4731872 |
| Kurtosis | 25.986397 |
| Mean | 78244211 |
| Median Absolute Deviation (MAD) | 11500000 |
| Skewness | 4.9270411 |
| Sum | 7.4332 × 109 |
| Variance | 3.744712 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22500000 | 5 | 5.3% |
| 23000000 | 5 | 5.3% |
| 40000000 | 4 | 4.2% |
| 23500000 | 4 | 4.2% |
| 21500000 | 4 | 4.2% |
| 35000000 | 3 | 3.2% |
| 50000000 | 3 | 3.2% |
| 22000000 | 3 | 3.2% |
| 21000000 | 2 | 2.1% |
| 3200000 | 2 | 2.1% |
| Other values (54) | 60 |
| Value | Count | Frequency (%) |
| 3200000 | 2 | |
| 5500000 | 2 | |
| 6000000 | 1 | |
| 7700000 | 1 | |
| 8000000 | 1 | |
| 9500000 | 1 | |
| 11800000 | 1 | |
| 12000000 | 2 | |
| 12500000 | 1 | |
| 13500000 | 1 |
| Value | Count | Frequency (%) |
| 1250000000 | 1 | |
| 1200000000 | 1 | |
| 620000000 | 1 | |
| 480000000 | 1 | |
| 380000000 | 1 | |
| 360000000 | 1 | |
| 220000000 | 1 | |
| 180000000 | 1 | |
| 160000000 | 1 | |
| 87500000 | 1 |
price_bin
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| Very High | |
|---|---|
| High | |
| Low | |
| Medium |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.2 |
| Min length | 3 |
Characters and Unicode
| Total characters | 589 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Very High |
|---|---|
| 2nd row | Very High |
| 3rd row | Low |
| 4th row | Very High |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| Very High | 41 | |
| High | 40 | |
| Low | 8 | 8.4% |
| Medium | 6 | 6.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 81 | |
| very | 41 | |
| low | 8 | 5.9% |
| medium | 6 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 87 | |
| H | 81 | |
| g | 81 | |
| h | 81 | |
| e | 47 | |
| V | 41 | |
| r | 41 | |
| y | 41 | |
| 41 | ||
| L | 8 | 1.4% |
| Other values (6) | 40 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 412 | |
| Uppercase Letter | 136 | 23.1% |
| Space Separator | 41 | 7.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 87 | |
| g | 81 | |
| h | 81 | |
| e | 47 | |
| r | 41 | |
| y | 41 | |
| o | 8 | 1.9% |
| w | 8 | 1.9% |
| d | 6 | 1.5% |
| u | 6 | 1.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 81 | |
| V | 41 | |
| L | 8 | 5.9% |
| M | 6 | 4.4% |
Space Separator
| Value | Count | Frequency (%) |
| 41 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 548 | |
| Common | 41 | 7.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 87 | |
| H | 81 | |
| g | 81 | |
| h | 81 | |
| e | 47 | |
| V | 41 | |
| r | 41 | |
| y | 41 | |
| L | 8 | 1.5% |
| o | 8 | 1.5% |
| Other values (5) | 32 | 5.8% |
Common
| Value | Count | Frequency (%) |
| 41 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 589 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 87 | |
| H | 81 | |
| g | 81 | |
| h | 81 | |
| e | 47 | |
| V | 41 | |
| r | 41 | |
| y | 41 | |
| 41 | ||
| L | 8 | 1.4% |
| Other values (6) | 40 |
location
Categorical
| Distinct | 28 |
|---|---|
| Distinct (%) | 29.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| Askari | |
|---|---|
| Gulberg | |
| DHA Defence | |
| Bahria Town | |
| EME Society | |
| Other values (23) |
Length
| Max length | 36 |
|---|---|
| Median length | 24 |
| Mean length | 9.4526316 |
| Min length | 3 |
Characters and Unicode
| Total characters | 898 |
|---|---|
| Distinct characters | 43 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 17 ? |
|---|---|
| Unique (%) | 17.9% |
Sample
| 1st row | Model Town |
|---|---|
| 2nd row | Multan Road |
| 3rd row | Eden |
| 4th row | Gulberg |
| 5th row | EME Society |
Common Values
| Value | Count | Frequency (%) |
| Askari | 31 | |
| Gulberg | 12 | 12.6% |
| DHA Defence | 10 | 10.5% |
| Bahria Town | 6 | 6.3% |
| EME Society | 5 | 5.3% |
| Allama Iqbal Town | 3 | 3.2% |
| Upper Mall | 3 | 3.2% |
| Paragon City | 2 | 2.1% |
| Model Town | 2 | 2.1% |
| Eden | 2 | 2.1% |
| Other values (18) | 19 |
Length
| Value | Count | Frequency (%) |
| askari | 31 | |
| town | 14 | 9.4% |
| gulberg | 12 | 8.1% |
| dha | 10 | 6.7% |
| defence | 10 | 6.7% |
| society | 8 | 5.4% |
| bahria | 6 | 4.0% |
| eme | 5 | 3.4% |
| housing | 3 | 2.0% |
| allama | 3 | 2.0% |
| Other values (32) | 47 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 88 | 9.8% |
| e | 74 | 8.2% |
| r | 66 | 7.3% |
| i | 60 | 6.7% |
| 54 | 6.0% | |
| n | 50 | 5.6% |
| A | 49 | 5.5% |
| s | 39 | 4.3% |
| l | 35 | 3.9% |
| o | 33 | 3.7% |
| Other values (33) | 350 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 656 | |
| Uppercase Letter | 185 | 20.6% |
| Space Separator | 54 | 6.0% |
| Dash Punctuation | 3 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 88 | |
| e | 74 | |
| r | 66 | |
| i | 60 | 9.1% |
| n | 50 | 7.6% |
| s | 39 | 5.9% |
| l | 35 | 5.3% |
| o | 33 | 5.0% |
| k | 33 | 5.0% |
| c | 23 | 3.5% |
| Other values (14) | 155 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 49 | |
| D | 20 | |
| G | 17 | 9.2% |
| E | 15 | 8.1% |
| T | 14 | 7.6% |
| M | 13 | 7.0% |
| H | 13 | 7.0% |
| S | 10 | 5.4% |
| B | 7 | 3.8% |
| C | 6 | 3.2% |
| Other values (7) | 21 |
Space Separator
| Value | Count | Frequency (%) |
| 54 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 841 | |
| Common | 57 | 6.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 88 | 10.5% |
| e | 74 | 8.8% |
| r | 66 | 7.8% |
| i | 60 | 7.1% |
| n | 50 | 5.9% |
| A | 49 | 5.8% |
| s | 39 | 4.6% |
| l | 35 | 4.2% |
| o | 33 | 3.9% |
| k | 33 | 3.9% |
| Other values (31) | 314 |
Common
| Value | Count | Frequency (%) |
| 54 | ||
| - | 3 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 898 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 88 | 9.8% |
| e | 74 | 8.2% |
| r | 66 | 7.3% |
| i | 60 | 6.7% |
| 54 | 6.0% | |
| n | 50 | 5.6% |
| A | 49 | 5.5% |
| s | 39 | 4.3% |
| l | 35 | 3.9% |
| o | 33 | 3.7% |
| Other values (33) | 350 |
city
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| Lahore |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 570 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lahore |
|---|---|
| 2nd row | Lahore |
| 3rd row | Lahore |
| 4th row | Lahore |
| 5th row | Lahore |
Common Values
| Value | Count | Frequency (%) |
| Lahore | 95 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| lahore | 95 |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 95 | |
| a | 95 | |
| h | 95 | |
| o | 95 | |
| r | 95 | |
| e | 95 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 475 | |
| Uppercase Letter | 95 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 95 | |
| h | 95 | |
| o | 95 | |
| r | 95 | |
| e | 95 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 95 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 570 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| L | 95 | |
| a | 95 | |
| h | 95 | |
| o | 95 | |
| r | 95 | |
| e | 95 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 570 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| L | 95 | |
| a | 95 | |
| h | 95 | |
| o | 95 | |
| r | 95 | |
| e | 95 |
province_name
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| Punjab |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 570 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Punjab |
|---|---|
| 2nd row | Punjab |
| 3rd row | Punjab |
| 4th row | Punjab |
| 5th row | Punjab |
Common Values
| Value | Count | Frequency (%) |
| Punjab | 95 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| punjab | 95 |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 95 | |
| u | 95 | |
| n | 95 | |
| j | 95 | |
| a | 95 | |
| b | 95 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 475 | |
| Uppercase Letter | 95 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 95 | |
| n | 95 | |
| j | 95 | |
| a | 95 | |
| b | 95 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 95 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 570 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 95 | |
| u | 95 | |
| n | 95 | |
| j | 95 | |
| a | 95 | |
| b | 95 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 570 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| P | 95 | |
| u | 95 | |
| n | 95 | |
| j | 95 | |
| a | 95 | |
| b | 95 |
locality
Categorical
| Distinct | 28 |
|---|---|
| Distinct (%) | 29.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| Askari, Lahore, Punjab | |
|---|---|
| Gulberg, Lahore, Punjab | |
| DHA Defence, Lahore, Punjab | |
| Bahria Town, Lahore, Punjab | |
| EME Society, Lahore, Punjab | |
| Other values (23) |
Length
| Max length | 52 |
|---|---|
| Median length | 40 |
| Mean length | 25.452632 |
| Min length | 19 |
Characters and Unicode
| Total characters | 2418 |
|---|---|
| Distinct characters | 46 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 17 ? |
|---|---|
| Unique (%) | 17.9% |
Sample
| 1st row | Model Town, Lahore, Punjab |
|---|---|
| 2nd row | Multan Road, Lahore, Punjab |
| 3rd row | Eden, Lahore, Punjab |
| 4th row | Gulberg, Lahore, Punjab |
| 5th row | EME Society, Lahore, Punjab |
Common Values
| Value | Count | Frequency (%) |
| Askari, Lahore, Punjab | 31 | |
| Gulberg, Lahore, Punjab | 12 | 12.6% |
| DHA Defence, Lahore, Punjab | 10 | 10.5% |
| Bahria Town, Lahore, Punjab | 6 | 6.3% |
| EME Society, Lahore, Punjab | 5 | 5.3% |
| Allama Iqbal Town, Lahore, Punjab | 3 | 3.2% |
| Upper Mall, Lahore, Punjab | 3 | 3.2% |
| Paragon City, Lahore, Punjab | 2 | 2.1% |
| Model Town, Lahore, Punjab | 2 | 2.1% |
| Eden, Lahore, Punjab | 2 | 2.1% |
| Other values (18) | 19 |
Length
| Value | Count | Frequency (%) |
| punjab | 95 | |
| lahore | 95 | |
| askari | 31 | 9.1% |
| town | 14 | 4.1% |
| gulberg | 12 | 3.5% |
| dha | 10 | 2.9% |
| defence | 10 | 2.9% |
| society | 8 | 2.4% |
| bahria | 6 | 1.8% |
| eme | 5 | 1.5% |
| Other values (34) | 53 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 278 | 11.5% |
| 244 | 10.1% | |
| , | 190 | 7.9% |
| e | 169 | 7.0% |
| r | 161 | 6.7% |
| n | 145 | 6.0% |
| o | 128 | 5.3% |
| u | 116 | 4.8% |
| b | 111 | 4.6% |
| h | 107 | 4.4% |
| Other values (36) | 769 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1606 | |
| Uppercase Letter | 375 | 15.5% |
| Space Separator | 244 | 10.1% |
| Other Punctuation | 190 | 7.9% |
| Dash Punctuation | 3 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 278 | |
| e | 169 | |
| r | 161 | |
| n | 145 | |
| o | 128 | |
| u | 116 | |
| b | 111 | 6.9% |
| h | 107 | 6.7% |
| j | 95 | 5.9% |
| i | 60 | 3.7% |
| Other values (15) | 236 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 100 | |
| L | 95 | |
| A | 49 | |
| D | 20 | 5.3% |
| G | 17 | 4.5% |
| E | 15 | 4.0% |
| T | 14 | 3.7% |
| H | 13 | 3.5% |
| M | 13 | 3.5% |
| S | 10 | 2.7% |
| Other values (8) | 29 | 7.7% |
Space Separator
| Value | Count | Frequency (%) |
| 244 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 190 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1981 | |
| Common | 437 | 18.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 278 | |
| e | 169 | 8.5% |
| r | 161 | 8.1% |
| n | 145 | 7.3% |
| o | 128 | 6.5% |
| u | 116 | 5.9% |
| b | 111 | 5.6% |
| h | 107 | 5.4% |
| P | 100 | 5.0% |
| L | 95 | 4.8% |
| Other values (33) | 571 |
Common
| Value | Count | Frequency (%) |
| 244 | ||
| , | 190 | |
| - | 3 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2418 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 278 | 11.5% |
| 244 | 10.1% | |
| , | 190 | 7.9% |
| e | 169 | 7.0% |
| r | 161 | 6.7% |
| n | 145 | 6.0% |
| o | 128 | 5.3% |
| u | 116 | 4.8% |
| b | 111 | 4.6% |
| h | 107 | 4.4% |
| Other values (36) | 769 |
latitude
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 60.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.501448 |
| Minimum | 31.37108 |
|---|---|
| Maximum | 31.717279 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 31.37108 |
|---|---|
| 5-th percentile | 31.379518 |
| Q1 | 31.467691 |
| median | 31.522361 |
| Q3 | 31.536068 |
| 95-th percentile | 31.556202 |
| Maximum | 31.717279 |
| Range | 0.34619872 |
| Interquartile range (IQR) | 0.068377 |
Descriptive statistics
| Standard deviation | 0.057218636 |
|---|---|
| Coefficient of variation (CV) | 0.0018163812 |
| Kurtosis | 1.5960675 |
| Mean | 31.501448 |
| Median Absolute Deviation (MAD) | 0.019753 |
| Skewness | -0.22426899 |
| Sum | 2992.6375 |
| Variance | 0.0032739724 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31.533161 | 8 | 8.4% |
| 31.537458 | 6 | 6.3% |
| 31.469155 | 5 | 5.3% |
| 31.53327 | 5 | 5.3% |
| 31.536068 | 4 | 4.2% |
| 31.537239 | 3 | 3.2% |
| 31.374195 | 3 | 3.2% |
| 31.533849 | 3 | 3.2% |
| 31.542114 | 3 | 3.2% |
| 31.518337 | 2 | 2.1% |
| Other values (47) | 53 |
| Value | Count | Frequency (%) |
| 31.37108 | 1 | 1.1% |
| 31.374195 | 3 | |
| 31.374414 | 1 | 1.1% |
| 31.381706 | 1 | 1.1% |
| 31.400096 | 1 | 1.1% |
| 31.402513 | 1 | 1.1% |
| 31.40537 | 1 | 1.1% |
| 31.431593 | 1 | 1.1% |
| 31.434668 | 1 | 1.1% |
| 31.437744 | 2 |
| Value | Count | Frequency (%) |
| 31.71727872 | 1 | 1.1% |
| 31.597234 | 1 | 1.1% |
| 31.590234 | 1 | 1.1% |
| 31.57443055 | 1 | 1.1% |
| 31.567912 | 1 | 1.1% |
| 31.551184 | 1 | 1.1% |
| 31.54913521 | 1 | 1.1% |
| 31.543431 | 1 | 1.1% |
| 31.542114 | 3 | |
| 31.539206 | 1 | 1.1% |
longitude
Real number (ℝ)
| Distinct | 58 |
|---|---|
| Distinct (%) | 61.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.357936 |
| Minimum | 74.177749 |
|---|---|
| Maximum | 74.474513 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 74.177749 |
|---|---|
| 5-th percentile | 74.191482 |
| Q1 | 74.30294 |
| median | 74.385309 |
| Q3 | 74.419481 |
| 95-th percentile | 74.470553 |
| Maximum | 74.474513 |
| Range | 0.296764 |
| Interquartile range (IQR) | 0.116541 |
Descriptive statistics
| Standard deviation | 0.083130273 |
|---|---|
| Coefficient of variation (CV) | 0.0011179745 |
| Kurtosis | -0.52166294 |
| Mean | 74.357936 |
| Median Absolute Deviation (MAD) | 0.039761 |
| Skewness | -0.73803026 |
| Sum | 7064.0039 |
| Variance | 0.0069106423 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 74.419481 | 8 | 8.4% |
| 74.413323 | 6 | 6.3% |
| 74.470553 | 5 | 5.3% |
| 74.41358 | 5 | 5.3% |
| 74.408666 | 4 | 4.2% |
| 74.420211 | 3 | 3.2% |
| 74.191482 | 3 | 3.2% |
| 74.409633 | 3 | 3.2% |
| 74.355898 | 3 | 3.2% |
| 74.348202 | 2 | 2.1% |
| Other values (48) | 53 |
| Value | Count | Frequency (%) |
| 74.177749 | 1 | 1.1% |
| 74.17998 | 1 | 1.1% |
| 74.190316 | 1 | 1.1% |
| 74.191482 | 3 | |
| 74.195294 | 1 | 1.1% |
| 74.209685 | 2 | |
| 74.21349 | 2 | |
| 74.214005 | 1 | 1.1% |
| 74.224648 | 1 | 1.1% |
| 74.239683 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 74.474513 | 1 | 1.1% |
| 74.470553 | 5 | |
| 74.456184 | 1 | 1.1% |
| 74.45599191 | 1 | 1.1% |
| 74.451342 | 1 | 1.1% |
| 74.445906 | 1 | 1.1% |
| 74.44369633 | 1 | 1.1% |
| 74.440012 | 1 | 1.1% |
| 74.429569 | 1 | 1.1% |
| 74.427137 | 1 | 1.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3263158 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 16 |
| Zeros (%) | 16.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 2.3083664 |
|---|---|
| Coefficient of variation (CV) | 0.53356401 |
| Kurtosis | -0.35517021 |
| Mean | 4.3263158 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.83280733 |
| Sum | 411 |
| Variance | 5.3285554 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 27 | |
| 6 | 22 | |
| 0 | 16 | |
| 4 | 11 | |
| 7 | 8 | 8.4% |
| 3 | 4 | 4.2% |
| 2 | 4 | 4.2% |
| 8 | 3 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 2 | 4 | 4.2% |
| 3 | 4 | 4.2% |
| 4 | 11 | |
| 5 | 27 | |
| 6 | 22 | |
| 7 | 8 | 8.4% |
| 8 | 3 | 3.2% |
| Value | Count | Frequency (%) |
| 8 | 3 | 3.2% |
| 7 | 8 | 8.4% |
| 6 | 22 | |
| 5 | 27 | |
| 4 | 11 | |
| 3 | 4 | 4.2% |
| 2 | 4 | 4.2% |
| 0 | 16 |
area
Categorical
| Distinct | 29 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| 10 Marla | |
|---|---|
| 1 Kanal | |
| 2 Kanal | |
| 3 Marla | 3 |
| 12 Marla | 3 |
| Other values (24) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.6736842 |
| Min length | 7 |
Characters and Unicode
| Total characters | 729 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 19 ? |
|---|---|
| Unique (%) | 20.0% |
Sample
| 1st row | 6 Kanal |
|---|---|
| 2nd row | 1 Kanal |
| 3rd row | 9 Marla |
| 4th row | 1 Kanal |
| 5th row | 1 Kanal |
Common Values
| Value | Count | Frequency (%) |
| 10 Marla | 33 | |
| 1 Kanal | 21 | |
| 2 Kanal | 5 | 5.3% |
| 3 Marla | 3 | 3.2% |
| 12 Marla | 3 | 3.2% |
| 17 Marla | 3 | 3.2% |
| 18 Marla | 2 | 2.1% |
| 2 Marla | 2 | 2.1% |
| 1.1 Kanal | 2 | 2.1% |
| 8 Kanal | 2 | 2.1% |
| Other values (19) | 19 |
Length
| Value | Count | Frequency (%) |
| marla | 59 | |
| kanal | 36 | |
| 10 | 34 | |
| 1 | 21 | 11.1% |
| 2 | 7 | 3.7% |
| 3 | 3 | 1.6% |
| 12 | 3 | 1.6% |
| 17 | 3 | 1.6% |
| 8 | 3 | 1.6% |
| 6 | 2 | 1.1% |
| Other values (16) | 19 | 10.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 190 | |
| 95 | ||
| l | 95 | |
| 1 | 71 | 9.7% |
| M | 59 | 8.1% |
| r | 59 | 8.1% |
| K | 36 | 4.9% |
| n | 36 | 4.9% |
| 0 | 34 | 4.7% |
| 2 | 13 | 1.8% |
| Other values (8) | 41 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 380 | |
| Decimal Number | 149 | 20.4% |
| Space Separator | 95 | 13.0% |
| Uppercase Letter | 95 | 13.0% |
| Other Punctuation | 10 | 1.4% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 71 | |
| 0 | 34 | |
| 2 | 13 | 8.7% |
| 7 | 7 | 4.7% |
| 8 | 6 | 4.0% |
| 5 | 6 | 4.0% |
| 4 | 4 | 2.7% |
| 3 | 3 | 2.0% |
| 6 | 3 | 2.0% |
| 9 | 2 | 1.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 190 | |
| l | 95 | |
| r | 59 | 15.5% |
| n | 36 | 9.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 59 | |
| K | 36 |
Space Separator
| Value | Count | Frequency (%) |
| 95 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 10 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 475 | |
| Common | 254 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 95 | ||
| 1 | 71 | |
| 0 | 34 | 13.4% |
| 2 | 13 | 5.1% |
| . | 10 | 3.9% |
| 7 | 7 | 2.8% |
| 8 | 6 | 2.4% |
| 5 | 6 | 2.4% |
| 4 | 4 | 1.6% |
| 3 | 3 | 1.2% |
| Other values (2) | 5 | 2.0% |
Latin
| Value | Count | Frequency (%) |
| a | 190 | |
| l | 95 | |
| M | 59 | 12.4% |
| r | 59 | 12.4% |
| K | 36 | 7.6% |
| n | 36 | 7.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 729 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 190 | |
| 95 | ||
| l | 95 | |
| 1 | 71 | 9.7% |
| M | 59 | 8.1% |
| r | 59 | 8.1% |
| K | 36 | 4.9% |
| n | 36 | 4.9% |
| 0 | 34 | 4.7% |
| 2 | 13 | 1.8% |
| Other values (8) | 41 | 5.6% |
area_marla
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.109474 |
| Minimum | 2 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 10 |
| Q3 | 20 |
| 95-th percentile | 101.8 |
| Maximum | 200 |
| Range | 198 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 34.374276 |
|---|---|
| Coefficient of variation (CV) | 1.4874539 |
| Kurtosis | 12.650675 |
| Mean | 23.109474 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 3.5271151 |
| Sum | 2195.4 |
| Variance | 1181.5909 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 33 | |
| 20 | 21 | |
| 40 | 5 | 5.3% |
| 3 | 3 | 3.2% |
| 12 | 3 | 3.2% |
| 17 | 3 | 3.2% |
| 18 | 2 | 2.1% |
| 2 | 2 | 2.1% |
| 22 | 2 | 2.1% |
| 160 | 2 | 2.1% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 2 | 2 | |
| 2.5 | 1 | 1.1% |
| 3 | 3 | |
| 4 | 1 | 1.1% |
| 5 | 1 | 1.1% |
| 5.5 | 1 | 1.1% |
| 6 | 1 | 1.1% |
| 7 | 1 | 1.1% |
| 7.5 | 1 | 1.1% |
| 8 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 200 | 1 | 1.1% |
| 160 | 2 | 2.1% |
| 130 | 1 | 1.1% |
| 120 | 1 | 1.1% |
| 94 | 1 | 1.1% |
| 80 | 1 | 1.1% |
| 40 | 5 | 5.3% |
| 24 | 1 | 1.1% |
| 22 | 2 | 2.1% |
| 20 | 21 |
area_sqft
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6291.5771 |
| Minimum | 544.5 |
|---|---|
| Maximum | 54450.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 544.5 |
|---|---|
| 5-th percentile | 816.75 |
| Q1 | 2722.51 |
| median | 2722.51 |
| Q3 | 5445.02 |
| 95-th percentile | 27715.149 |
| Maximum | 54450.2 |
| Range | 53905.7 |
| Interquartile range (IQR) | 2722.51 |
Descriptive statistics
| Standard deviation | 9358.4311 |
|---|---|
| Coefficient of variation (CV) | 1.4874539 |
| Kurtosis | 12.650675 |
| Mean | 6291.5771 |
| Median Absolute Deviation (MAD) | 1633.51 |
| Skewness | 3.5271151 |
| Sum | 597699.82 |
| Variance | 87580233 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2722.51 | 33 | |
| 5445.02 | 21 | |
| 10890.04 | 5 | 5.3% |
| 816.75 | 3 | 3.2% |
| 3267.01 | 3 | 3.2% |
| 4628.27 | 3 | 3.2% |
| 4900.52 | 2 | 2.1% |
| 544.5 | 2 | 2.1% |
| 5989.52 | 2 | 2.1% |
| 43560.16 | 2 | 2.1% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 544.5 | 2 | |
| 680.63 | 1 | 1.1% |
| 816.75 | 3 | |
| 1089 | 1 | 1.1% |
| 1361.25 | 1 | 1.1% |
| 1497.38 | 1 | 1.1% |
| 1633.51 | 1 | 1.1% |
| 1905.76 | 1 | 1.1% |
| 2041.88 | 1 | 1.1% |
| 2178.01 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 54450.2 | 1 | 1.1% |
| 43560.16 | 2 | 2.1% |
| 35392.63 | 1 | 1.1% |
| 32670.12 | 1 | 1.1% |
| 25591.59 | 1 | 1.1% |
| 21780.08 | 1 | 1.1% |
| 10890.04 | 5 | 5.3% |
| 6534.02 | 1 | 1.1% |
| 5989.52 | 2 | 2.1% |
| 5445.02 | 21 |
purpose
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| For Sale |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 760 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | For Sale |
|---|---|
| 2nd row | For Sale |
| 3rd row | For Sale |
| 4th row | For Sale |
| 5th row | For Sale |
Common Values
| Value | Count | Frequency (%) |
| For Sale | 95 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| for | 95 | |
| sale | 95 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 95 | |
| o | 95 | |
| r | 95 | |
| 95 | ||
| S | 95 | |
| a | 95 | |
| l | 95 | |
| e | 95 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 475 | |
| Uppercase Letter | 190 | 25.0% |
| Space Separator | 95 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 95 | |
| r | 95 | |
| a | 95 | |
| l | 95 | |
| e | 95 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 95 | |
| S | 95 |
Space Separator
| Value | Count | Frequency (%) |
| 95 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 665 | |
| Common | 95 | 12.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 95 | |
| o | 95 | |
| r | 95 | |
| S | 95 | |
| a | 95 | |
| l | 95 | |
| e | 95 |
Common
| Value | Count | Frequency (%) |
| 95 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 760 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 95 | |
| o | 95 | |
| r | 95 | |
| 95 | ||
| S | 95 | |
| a | 95 | |
| l | 95 | |
| e | 95 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9263158 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 12 |
| Zeros (%) | 12.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.8232663 |
|---|---|
| Coefficient of variation (CV) | 0.46437078 |
| Kurtosis | 0.6562661 |
| Mean | 3.9263158 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.89984563 |
| Sum | 373 |
| Variance | 3.3243001 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 31 | |
| 4 | 28 | |
| 0 | 12 | 12.6% |
| 3 | 10 | 10.5% |
| 6 | 9 | 9.5% |
| 2 | 3 | 3.2% |
| 8 | 2 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 12 | 12.6% |
| 2 | 3 | 3.2% |
| 3 | 10 | 10.5% |
| 4 | 28 | |
| 5 | 31 | |
| 6 | 9 | 9.5% |
| 8 | 2 | 2.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | 2.1% |
| 6 | 9 | 9.5% |
| 5 | 31 | |
| 4 | 28 | |
| 3 | 10 | 10.5% |
| 2 | 3 | 3.2% |
| 0 | 12 | 12.6% |
date_added
Categorical
| Distinct | 22 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 888.0 B |
| 06-18-2019 | |
|---|---|
| 07/03/2019 | |
| 05/03/2019 | |
| 04/04/2019 | |
| 06-25-2019 | |
| Other values (17) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 950 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 11 ? |
|---|---|
| Unique (%) | 11.6% |
Sample
| 1st row | 07-17-2019 |
|---|---|
| 2nd row | 10/06/2018 |
| 3rd row | 07/03/2019 |
| 4th row | 06/02/2019 |
| 5th row | 07/03/2019 |
Common Values
| Value | Count | Frequency (%) |
| 06-18-2019 | 32 | |
| 07/03/2019 | 10 | 10.5% |
| 05/03/2019 | 10 | 10.5% |
| 04/04/2019 | 7 | 7.4% |
| 06-25-2019 | 7 | 7.4% |
| 04/03/2019 | 6 | 6.3% |
| 06/11/2019 | 3 | 3.2% |
| 02/03/2019 | 3 | 3.2% |
| 12/05/2018 | 2 | 2.1% |
| 06/02/2019 | 2 | 2.1% |
| Other values (12) | 13 |
Length
| Value | Count | Frequency (%) |
| 06-18-2019 | 32 | |
| 05/03/2019 | 10 | 10.5% |
| 07/03/2019 | 10 | 10.5% |
| 04/04/2019 | 7 | 7.4% |
| 06-25-2019 | 7 | 7.4% |
| 04/03/2019 | 6 | 6.3% |
| 06/11/2019 | 3 | 3.2% |
| 02/03/2019 | 3 | 3.2% |
| 12/05/2018 | 2 | 2.1% |
| 06/02/2019 | 2 | 2.1% |
| Other values (12) | 13 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 236 | |
| 1 | 145 | |
| 2 | 112 | |
| / | 102 | |
| 9 | 91 | 9.6% |
| - | 88 | 9.3% |
| 6 | 50 | 5.3% |
| 8 | 37 | 3.9% |
| 3 | 32 | 3.4% |
| 4 | 22 | 2.3% |
| Other values (2) | 35 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 760 | |
| Other Punctuation | 102 | 10.7% |
| Dash Punctuation | 88 | 9.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 236 | |
| 1 | 145 | |
| 2 | 112 | |
| 9 | 91 | 12.0% |
| 6 | 50 | 6.6% |
| 8 | 37 | 4.9% |
| 3 | 32 | 4.2% |
| 4 | 22 | 2.9% |
| 5 | 21 | 2.8% |
| 7 | 14 | 1.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 102 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 88 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 950 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 236 | |
| 1 | 145 | |
| 2 | 112 | |
| / | 102 | |
| 9 | 91 | 9.6% |
| - | 88 | 9.3% |
| 6 | 50 | 5.3% |
| 8 | 37 | 3.9% |
| 3 | 32 | 3.4% |
| 4 | 22 | 2.3% |
| Other values (2) | 35 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 950 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 236 | |
| 1 | 145 | |
| 2 | 112 | |
| / | 102 | |
| 9 | 91 | 9.6% |
| - | 88 | 9.3% |
| 6 | 50 | 5.3% |
| 8 | 37 | 3.9% |
| 3 | 32 | 3.4% |
| 4 | 22 | 2.3% |
| Other values (2) | 35 | 3.7% |
year
Real number (ℝ)
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2018.9579 |
| Minimum | 2018 |
|---|---|
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 2018 |
|---|---|
| 5-th percentile | 2019 |
| Q1 | 2019 |
| median | 2019 |
| Q3 | 2019 |
| 95-th percentile | 2019 |
| Maximum | 2019 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.20189472 |
|---|---|
| Coefficient of variation (CV) | 9.9999471 × 10-5 |
| Kurtosis | 19.887875 |
| Mean | 2018.9579 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.6335232 |
| Sum | 191801 |
| Variance | 0.040761478 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2019 | 91 | |
| 2018 | 4 | 4.2% |
| Value | Count | Frequency (%) |
| 2018 | 4 | 4.2% |
| 2019 | 91 |
| Value | Count | Frequency (%) |
| 2019 | 91 | |
| 2018 | 4 | 4.2% |
month
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 10.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6736842 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.7891048 |
|---|---|
| Coefficient of variation (CV) | 0.31533386 |
| Kurtosis | 3.8052285 |
| Mean | 5.6736842 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.54053379 |
| Sum | 539 |
| Variance | 3.2008959 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 48 | |
| 7 | 13 | 13.7% |
| 4 | 13 | 13.7% |
| 5 | 10 | 10.5% |
| 2 | 4 | 4.2% |
| 1 | 2 | 2.1% |
| 12 | 2 | 2.1% |
| 10 | 1 | 1.1% |
| 3 | 1 | 1.1% |
| 11 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 2.1% |
| 2 | 4 | 4.2% |
| 3 | 1 | 1.1% |
| 4 | 13 | 13.7% |
| 5 | 10 | 10.5% |
| 6 | 48 | |
| 7 | 13 | 13.7% |
| 10 | 1 | 1.1% |
| 11 | 1 | 1.1% |
| 12 | 2 | 2.1% |
| Value | Count | Frequency (%) |
| 12 | 2 | 2.1% |
| 11 | 1 | 1.1% |
| 10 | 1 | 1.1% |
| 7 | 13 | 13.7% |
| 6 | 48 | |
| 5 | 10 | 10.5% |
| 4 | 13 | 13.7% |
| 3 | 1 | 1.1% |
| 2 | 4 | 4.2% |
| 1 | 2 | 2.1% |
day
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 14.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.378947 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 888.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 11 |
| Q3 | 18 |
| 95-th percentile | 25 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.4352086 |
|---|---|
| Coefficient of variation (CV) | 0.74129955 |
| Kurtosis | -1.315944 |
| Mean | 11.378947 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.34121383 |
| Sum | 1081 |
| Variance | 71.152744 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 33 | |
| 3 | 29 | |
| 4 | 9 | 9.5% |
| 25 | 7 | 7.4% |
| 5 | 4 | 4.2% |
| 11 | 3 | 3.2% |
| 2 | 2 | 2.1% |
| 30 | 2 | 2.1% |
| 17 | 1 | 1.1% |
| 6 | 1 | 1.1% |
| Other values (4) | 4 | 4.2% |
| Value | Count | Frequency (%) |
| 1 | 1 | 1.1% |
| 2 | 2 | 2.1% |
| 3 | 29 | |
| 4 | 9 | 9.5% |
| 5 | 4 | 4.2% |
| 6 | 1 | 1.1% |
| 10 | 1 | 1.1% |
| 11 | 3 | 3.2% |
| 12 | 1 | 1.1% |
| 17 | 1 | 1.1% |
| Value | Count | Frequency (%) |
| 30 | 2 | 2.1% |
| 26 | 1 | 1.1% |
| 25 | 7 | 7.4% |
| 18 | 33 | |
| 17 | 1 | 1.1% |
| 12 | 1 | 1.1% |
| 11 | 3 | 3.2% |
| 10 | 1 | 1.1% |
| 6 | 1 | 1.1% |
| 5 | 4 | 4.2% |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| property_id | location_id | page_url | property_type | price | price_bin | location | city | province_name | locality | latitude | longitude | baths | area | area_marla | area_sqft | purpose | bedrooms | date_added | year | month | day | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 347795 | 8 | https://www.zameen.com/Property/lahore_model_town_6_kanal_excellent_house_for_sale_in_model_town-347795-8-1.html | House | 220000000 | Very High | Model Town | Lahore | Punjab | Model Town, Lahore, Punjab | 31.483869 | 74.325686 | 0 | 6 Kanal | 120.0 | 32670.12 | For Sale | 0 | 07-17-2019 | 2019 | 7 | 17 |
| 1 | 482892 | 48 | https://www.zameen.com/Property/lahore_multan_road_1_kanal_house_for_sale-482892-48-1.html | House | 40000000 | Very High | Multan Road | Lahore | Punjab | Multan Road, Lahore, Punjab | 31.431593 | 74.179980 | 5 | 1 Kanal | 20.0 | 5445.02 | For Sale | 5 | 10/06/2018 | 2018 | 10 | 6 |
| 2 | 555962 | 75 | https://www.zameen.com/Property/eden_eden_avenue_9_marla_house_for_sale-555962-75-1.html | House | 9500000 | Low | Eden | Lahore | Punjab | Eden, Lahore, Punjab | 31.499348 | 74.416959 | 0 | 9 Marla | 9.0 | 2450.26 | For Sale | 3 | 07/03/2019 | 2019 | 7 | 3 |
| 3 | 785289 | 3102 | https://www.zameen.com/Property/gulberg_paf_falcon_complex_matz_service_offer_1_kanal_house_for_sale-785289-3102-1.html | House | 52000000 | Very High | Gulberg | Lahore | Punjab | Gulberg, Lahore, Punjab | 31.495909 | 74.350569 | 6 | 1 Kanal | 20.0 | 5445.02 | For Sale | 5 | 06/02/2019 | 2019 | 6 | 2 |
| 4 | 983065 | 3749 | https://www.zameen.com/Property/eme_society_eme_society_block_e_house_for_sale-983065-3749-1.html | House | 32500000 | High | EME Society | Lahore | Punjab | EME Society, Lahore, Punjab | 31.439978 | 74.209685 | 0 | 1 Kanal | 20.0 | 5445.02 | For Sale | 5 | 07/03/2019 | 2019 | 7 | 3 |
| 5 | 983066 | 3745 | https://www.zameen.com/Property/eme_society_eme_society_block_a_house_for_sale-983066-3745-1.html | House | 31500000 | High | EME Society | Lahore | Punjab | EME Society, Lahore, Punjab | 31.437744 | 74.213490 | 0 | 1 Kanal | 20.0 | 5445.02 | For Sale | 6 | 07/03/2019 | 2019 | 7 | 3 |
| 6 | 1286643 | 3733 | https://www.zameen.com/Property/eden_eden_palace_villas_7_5_marla_luxury_house_is_available_for_sale-1286643-3733-1.html | House | 13500000 | Medium | Eden | Lahore | Punjab | Eden, Lahore, Punjab | 31.441113 | 74.239683 | 4 | 7.5 Marla | 7.5 | 2041.88 | For Sale | 4 | 04/04/2019 | 2019 | 4 | 4 |
| 7 | 1402784 | 514 | https://www.zameen.com/Property/lahore_upper_mall_commercial_old_house_for_sale_upper_mall_lahore_excellent_location-1402784-514-1.html | House | 87500000 | Very High | Upper Mall | Lahore | Punjab | Upper Mall, Lahore, Punjab | 31.542114 | 74.355898 | 5 | 1.2 Kanal | 24.0 | 6534.02 | For Sale | 4 | 06-30-2019 | 2019 | 6 | 30 |
| 8 | 1606710 | 69 | https://www.zameen.com/Property/lahore_cavalry_ground_10_marla_house_is_available_for_sale-1606710-69-1.html | House | 16500000 | High | Cavalry Ground | Lahore | Punjab | Cavalry Ground, Lahore, Punjab | 31.500557 | 74.367730 | 0 | 10 Marla | 10.0 | 2722.51 | For Sale | 4 | 04/04/2019 | 2019 | 4 | 4 |
| 9 | 1646880 | 1781 | https://www.zameen.com/Property/bahria_town_sector_b_bahria_town_umar_block_double_storey_house_for_sale-1646880-1781-1.html | House | 18500000 | High | Bahria Town | Lahore | Punjab | Bahria Town, Lahore, Punjab | 31.381706 | 74.195294 | 0 | 10 Marla | 10.0 | 2722.51 | For Sale | 0 | 07/04/2019 | 2019 | 7 | 4 |
| property_id | location_id | page_url | property_type | price | price_bin | location | city | province_name | locality | latitude | longitude | baths | area | area_marla | area_sqft | purpose | bedrooms | date_added | year | month | day | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 85 | 4536854 | 3852 | https://www.zameen.com/Property/gulberg_main_boulevard_gulberg_commercialized_piece_of_property_house_for_sale-4536854-3852-1.html | House | 1200000000 | Very High | Gulberg | Lahore | Punjab | Gulberg, Lahore, Punjab | 31.519435 | 74.345548 | 0 | 8 Kanal | 160.0 | 43560.16 | For Sale | 0 | 04/04/2019 | 2019 | 4 | 4 |
| 86 | 4557799 | 3850 | https://www.zameen.com/Property/gulberg_mm_alam_road_shopping_paradise_of_lahore_house_for_sale-4557799-3850-1.html | House | 380000000 | Very High | Gulberg | Lahore | Punjab | Gulberg, Lahore, Punjab | 31.510471 | 74.350526 | 0 | 2 Kanal | 40.0 | 10890.04 | For Sale | 0 | 05/03/2019 | 2019 | 5 | 3 |
| 87 | 4560911 | 496 | https://www.zameen.com/Property/mozang_mozang_chungi_al_qader_center_ground_floor_new_apartment_for_sale-4560911-496-1.html | Flat | 3200000 | Low | Mozang | Lahore | Punjab | Mozang, Lahore, Punjab | 31.549135 | 74.315117 | 2 | 3 Marla | 3.0 | 816.75 | For Sale | 2 | 07/03/2019 | 2019 | 7 | 3 |
| 88 | 4570988 | 1447 | https://www.zameen.com/Property/dha_defence_dha_phase_5_original_faisal_rasool_brand_new_classical_bungalow-4570988-1447-1.html | House | 59800000 | Very High | DHA Defence | Lahore | Punjab | DHA Defence, Lahore, Punjab | 31.462493 | 74.409342 | 7 | 1 Kanal | 20.0 | 5445.02 | For Sale | 6 | 05/03/2019 | 2019 | 5 | 3 |
| 89 | 4677101 | 8172 | https://www.zameen.com/Property/dha_defence_defence_raya_dha_raya_2_kanal_facing_golf_course_fully_basement_house_for_sale-4677101-8172-1.html | House | 66000000 | Very High | DHA Defence | Lahore | Punjab | DHA Defence, Lahore, Punjab | 31.469155 | 74.470553 | 6 | 2 Kanal | 40.0 | 10890.04 | For Sale | 6 | 06-25-2019 | 2019 | 6 | 25 |
| 90 | 4747413 | 154 | https://www.zameen.com/Property/gulberg_zafar_ali_road_6_kanal_house_for_sale_on_zafar_ali_road_mall_road_upper_mall_lahore_excellent_location-4747413-154-1.html | House | 360000000 | Very High | Gulberg | Lahore | Punjab | Gulberg, Lahore, Punjab | 31.538420 | 74.352357 | 7 | 10 Kanal | 200.0 | 54450.20 | For Sale | 5 | 06-30-2019 | 2019 | 6 | 30 |
| 91 | 4907568 | 514 | https://www.zameen.com/Property/lahore_upper_mall_4_kanal__house_for_sale_upper_mall_lahore-4907568-514-1.html | House | 160000000 | Very High | Upper Mall | Lahore | Punjab | Upper Mall, Lahore, Punjab | 31.542114 | 74.355898 | 6 | 1 Kanal | 20.0 | 5445.02 | For Sale | 5 | 01-18-2019 | 2019 | 1 | 18 |
| 92 | 4940629 | 8 | https://www.zameen.com/Property/lahore_model_town_3_marla_house_for_sale-4940629-8-1.html | House | 8000000 | Low | Model Town | Lahore | Punjab | Model Town, Lahore, Punjab | 31.473884 | 74.329080 | 3 | 3 Marla | 3.0 | 816.75 | For Sale | 2 | 07/03/2019 | 2019 | 7 | 3 |
| 93 | 4951451 | 7 | https://www.zameen.com/Property/lahore_gulberg_blue_zone_house_for_sale-4951451-7-1.html | House | 480000000 | Very High | Gulberg | Lahore | Punjab | Gulberg, Lahore, Punjab | 31.522361 | 74.347172 | 0 | 4 Kanal | 80.0 | 21780.08 | For Sale | 0 | 05/03/2019 | 2019 | 5 | 3 |
| 94 | 5019310 | 1534 | https://www.zameen.com/Property/garden_town_garden_town_ahmed_block_purely_residential_apartments_for_sale-5019310-1534-1.html | Flat | 22500000 | Very High | Garden Town | Lahore | Punjab | Garden Town, Lahore, Punjab | 31.507800 | 74.318733 | 0 | 7 Marla | 7.0 | 1905.76 | For Sale | 0 | 04/03/2019 | 2019 | 4 | 3 |